Consistency-based search in feature selection
From MaRDI portal
Publication:814528
DOI10.1016/S0004-3702(03)00079-1zbMath1082.68791MaRDI QIDQ814528
Publication date: 7 February 2006
Published in: Artificial Intelligence (Search for Journal in Brave)
Pattern recognition, speech recognition (68T10) Problem solving in the context of artificial intelligence (heuristics, search strategies, etc.) (68T20)
Related Items (49)
Positive macroscopic approximation for fast attribute reduction ⋮ Markov blanket-embedded genetic algorithm for gene selection ⋮ A hybrid feature selection scheme for mixed attributes data ⋮ Test-cost-sensitive attribute reduction on heterogeneous data for adaptive neighborhood model ⋮ Variable selection in classification model via quadratic programming ⋮ Improved general attribute reduction algorithms ⋮ NEC: a nested equivalence class-based dependency calculation approach for fast feature selection using rough set theory ⋮ Subspace learning for unsupervised feature selection via matrix factorization ⋮ Feature selection in mixed data: a method using a novel fuzzy rough set-based information entropy ⋮ Feature selection using rough set-based direct dependency calculation by avoiding the positive region ⋮ Fast attribute reduction via inconsistent equivalence classes for large-scale data ⋮ Unsupervised attribute reduction for mixed data based on fuzzy rough sets ⋮ Efficient feature selection based on correlation measure between continuous and discrete features ⋮ Double-local rough sets for efficient data mining ⋮ Dynamic and Discernibility Characteristics of Different Attribute Reduction Criteria ⋮ Online streaming feature selection using rough sets ⋮ Uncertainty learning of rough set-based prediction under a holistic framework ⋮ Bi-directional adaptive neighborhood rough sets based attribute subset selection ⋮ Inconsistency guided robust attribute reduction ⋮ On resilient feature selection: computational foundations of \(r\)-\(\mathbb{C} \)-reducts ⋮ An adaptive heuristic for feature selection based on complementarity ⋮ A hybrid feature selection method based on rough conditional mutual information and naive Bayesian classifier ⋮ Neighborhood rough set based heterogeneous feature subset selection ⋮ Parallel attribute reduction algorithms using MapReduce ⋮ Quick general reduction algorithms for inconsistent decision tables ⋮ Bidirectional heuristic attribute reduction based on conflict region ⋮ Attribute reduction based on \(k\)-nearest neighborhood rough sets ⋮ A systematic study on attribute reduction with rough sets based on general binary relations ⋮ Hybrid approaches to attribute reduction based on indiscernibility and discernibility relation ⋮ Gaussian kernel based fuzzy rough sets: model, uncertainty measures and applications ⋮ Generalized feature similarity measure ⋮ An efficient accelerator for attribute reduction from incomplete data in rough set framework ⋮ A classifier based on rough set and relevance vector machine for disease diagnosis ⋮ Positive approximation: an accelerator for attribute reduction in rough set theory ⋮ Induction of ordinal classification rules from decision tables with unknown monotonicity ⋮ Quick attribute reduct algorithm for neighborhood rough set model ⋮ Hybrid attribute reduction based on a novel fuzzy-rough model and information granulation ⋮ An incremental approach to obtaining attribute reduction for dynamic decision systems ⋮ An efficient semi-supervised representatives feature selection algorithm based on information theory ⋮ Feature selection for classification through population random search with memory ⋮ Multi-granulation entropy and its applications ⋮ Feature Selection Using Single/Multi-Objective Memetic Frameworks ⋮ Rough Sets and Evolutionary Computation to Solve the Feature Selection Problem ⋮ Feature selection with dynamic mutual information ⋮ A problem-specific non-dominated sorting genetic algorithm for supervised feature selection ⋮ Manifold Based Data Refinement for Biological Analysis ⋮ A Novel Approach to Feature Selection Based on Quality Estimation Metrics ⋮ Set-based granular computing: a lattice model ⋮ Updating attribute reduction in incomplete decision systems with the variation of attribute set
Uses Software
Cites Work
- Unnamed Item
- Unnamed Item
- Occam's razor
- Selection of relevant features and examples in machine learning
- Wrappers for feature subset selection
- Classification, pattern recognition and reduction of dimensionality
- Approximation algorithms for combinatorial problems
- Learning Boolean concepts in the presence of many irrelevant features
- Feature Subset Selection by Bayesian network-based optimization
- A formalism for relevance and its application in feature subset selection
- Statistical Properties of Error Estimators in Performance Assessment of Recognition Systems
- A Branch and Bound Algorithm for Feature Subset Selection
- A Comparison of Seven Techniques for Choosing Subsets of Pattern Recognition Properties
This page was built for publication: Consistency-based search in feature selection